• DocumentCode
    3064644
  • Title

    Linear discriminant analysis of MUAP scalograms

  • Author

    Dobrowolski, Andrzej P. ; Jakubowski, Jacek ; Tomczykiewicz, Kazimierz

  • Author_Institution
    Faculty of Electronics, Military University of Technology, 2 Kaliskiego St., 00-908 Warsaw, Poland
  • fYear
    2008
  • fDate
    20-25 Aug. 2008
  • Firstpage
    1100
  • Lastpage
    1103
  • Abstract
    The paper presents a new approach to the computer aided diagnostic systems for the needs of quantitative electromyography. The approach is based on the analysis of wavelet scalograms of the motor unit action potentials calculated on the basis of 4th order Symlet wavelet. The scalograms provide the vector consisting of six features describing the state of a muscle that can be reduced to the two features with use of Linear Discriminant Analysis. Consequently, the healthy, myogenic and neurogenic cases can be successfully classified using the linear methods.
  • Keywords
    Electrodes; Electromyography; Higher order statistics; Linear discriminant analysis; Muscles; Pathology; Shape; Statistical analysis; Vectors; Wavelet analysis; Action Potentials; Adolescent; Adult; Algorithms; Discriminant Analysis; Electromyography; Humans; Linear Models; Male; Muscle, Skeletal; Neuromuscular Junction; Synaptic Transmission; Young Adult;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Engineering in Medicine and Biology Society, 2008. EMBS 2008. 30th Annual International Conference of the IEEE
  • Conference_Location
    Vancouver, BC
  • ISSN
    1557-170X
  • Print_ISBN
    978-1-4244-1814-5
  • Electronic_ISBN
    1557-170X
  • Type

    conf

  • DOI
    10.1109/IEMBS.2008.4649352
  • Filename
    4649352